Author

Vicky Kouni

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#machine learning Preprint Sep 2026

Frame the adversary: a structure-aware attack methodology

This paper proposes a methodology for crafting principled frequency-based adversarial attacks, via a dedicated optimization framework, and proves that the attacks emerge as weighted $\ell_2$-projections onto this set, yielding a general and controlled attack generation mechanism.

Vicky Kouni, Stelios Perrakis, Francis R. Bach et al. · 0 citations

Preprint Jul 2026

Similarity-Aware Machine Unlearning

This work introduces a retain-aware localization method that considers parameter importance to both forgotten and retained data, and introduces a retain-similar evaluation set, constructed using cosine similarity in the model embedding space, to directly measure collateral damage.

M. Kumaran, M. P. Unni, Vicky Kouni et al. · 0 citations